{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### An example showing the plot_precision_recall method used by a scikit-learn classifier\n",
    "\n",
    "In this example, we'll be plotting a precision-recall curve using the Naive Bayes method from scikit-learn applied to our digits dataset. Here, we'll call an instance of our classifier, `GaussianNB`, and fit it to our data. Then, we'll obtain the predicted probabilities via the `predict_proba()` method. Finally, we can then pass our ground-truth labels and predicted probabilities to the `scikitplot.metrics.plot_precision_recall` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "from __future__ import absolute_import\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.datasets import load_digits as load_data\n",
    "\n",
    "# Import scikit-plot\n",
    "import scikitplot as skplt\n",
    "\n",
    "%pylab inline\n",
    "pylab.rcParams['figure.figsize'] = (14, 14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load dataset\n",
    "X, y = load_data(return_X_y=True)\n",
    "\n",
    "# Create classifier instance then fit\n",
    "nb = GaussianNB()\n",
    "nb.fit(X,y)\n",
    "\n",
    "# Get predicted probabilities\n",
    "y_probas = nb.predict_proba(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pwdkysjveuHw+jFQKs6Udo2VvN2SlYhgtEVQqhJEKYKR8qJTXXTCpa/dkxYr4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\nMGJgjHx+Cpu74gCcfNIGUimL6284mE9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1jQD8IrWMS3s4CNbX49sOgQqlitvhw67wcyZP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zyJm24a36n36esiGpAMwzgPeBBwAk+Ypvn/Pvd+EvAskNtWy+9N03wykjWJiIh0urcuAP/ndqJP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\nHUqbNm1ITEzk2LFjSu9IaWkpubm5tG7dGmdnZ6ysrJS416xZw86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BG5M8Ta+Jmh7G7yBJ\nGj+pqmFnkCRJkqSR4BQ7SZIkSWrYIEmSJElSwwZJkiRJkho2SJIkSZLUsEGSJEmSpIYNkiRJkiQ1\nbJAkSZIkqWGDJEmSJEmN/wJAKxaGVTYB/AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22da7055128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "skplt.metrics.plot_precision_recall_curve(y, y_probas, cmap='nipy_spectral')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
